基本信息
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职业迁徙
个人简介
Research interests
My research primarily focuses on distribution-free statistical inference and uncertainty-aware machine learning. In particular, I am interested in developing powerful non-parametric methods to precisely estimate the uncertainty of predictions computed by deep neural networks or other sophisticated machine learning models, and in developing assumption-lean methods to extract from high-dimensional data reliable knowledge about how a potentially complex outcome depends on a large number of explanatory variables.
My research primarily focuses on distribution-free statistical inference and uncertainty-aware machine learning. In particular, I am interested in developing powerful non-parametric methods to precisely estimate the uncertainty of predictions computed by deep neural networks or other sophisticated machine learning models, and in developing assumption-lean methods to extract from high-dimensional data reliable knowledge about how a potentially complex outcome depends on a large number of explanatory variables.
研究兴趣
论文共 38 篇作者统计合作学者相似作者
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CoRR (2024)
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arxiv(2024)
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JOURNAL OF MACHINE LEARNING RESEARCH (2023)
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CoRR (2023)
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CoRR (2023)
引用6浏览0EI引用
6
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arXiv (Cornell University) (2023)
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arxiv(2023)
引用7浏览0EI引用
7
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arXiv (Cornell University) (2022)
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